In [ ]:
import cv2
import matplotlib.pyplot as plt
import numpy as np
import os
In [ ]:
def load_imagen(img_name):
    path1 = 'G:/.shortcut-targets-by-id/1Ow6KjVPo1myLESTKlM8Q0m1s8bsDHkGo/TratamientoDigitalImagenes_2022_2/texturas/' + img_name
    path2 = 'C:/Users/claudio.pacheco/Documents/Repositorio/texturas/' + img_name
    
    # Primer path
    img = cv2.imread(path1, cv2.IMREAD_GRAYSCALE)
    
    # Intentar segundo path
    if img is None:
        img = cv2.imread(path2, cv2.IMREAD_GRAYSCALE)
        
    # Mostrar imagen
    if img is not None:
        plt.imshow(img, cmap='gray')
        plt.show()
    else:
        print("No se pudo cargar la imagen")
    
    return img
In [ ]:
img=load_imagen('textures2.jpg')
No description has been provided for this image
In [ ]:
def media_bloques(I, N):
    # Obtenemos las dimensiones de la imagen de entrada
    H, W = I.shape

    # Calculamos las dimensiones de la imagen de salida
    H_out = H // N
    W_out = W // N

    # Creamos una matriz vacía para almacenar los resultados de la media en bloques
    resultado = np.zeros((H_out, W_out))

    # Iteramos a través de bloques disjuntos de tamaño NxN en la imagen de entrada
    for i in range(H_out):
        for j in range(W_out):
            # Extraemos el bloque de la imagen
            bloque = I[i * N:(i + 1) * N, j * N:(j + 1) * N]
            
            # Calculamos la media de los valores en el bloque y la almacenamos en resultado
            resultado[i, j] = np.mean(bloque)

    return resultado
In [ ]:
media_bloques(img, 2)
Out[ ]:
array([[186.  , 194.  , 199.  , ..., 239.5 , 196.5 , 196.5 ],
       [192.25, 209.75, 211.5 , ..., 208.5 , 192.25, 182.5 ],
       [210.25, 210.  , 214.  , ..., 203.25, 191.25, 175.5 ],
       ...,
       [110.5 , 122.25, 117.25, ..., 129.25, 122.5 , 129.25],
       [121.5 , 125.5 , 124.  , ..., 101.75, 112.25, 120.5 ],
       [126.75, 131.5 , 129.5 , ..., 119.5 ,  96.  , 119.25]])
In [ ]:
#Varianza bloques
def varianza_bloques(I, N):
    # Obtenemos las dimensiones de la imagen de entrada
    H, W = I.shape

    # Calculamos las dimensiones de la imagen de salida
    H_out = H // N
    W_out = W // N

    # Creamos una matriz vacía para almacenar los resultados de la media en bloques
    resultado = np.zeros((H_out, W_out))

    # Iteramos a través de bloques disjuntos de tamaño NxN en la imagen de entrada
    for i in range(H_out):
        for j in range(W_out):
            # Extraemos el bloque de la imagen
            bloque = I[i * N:(i + 1) * N, j * N:(j + 1) * N]
            
            # Calculamos la media de los valores en el bloque y la almacenamos en resultado
            resultado[i, j] = np.var(bloque)

    return resultado

#rango_bloques
def rango_bloques(I, N):
    # Obtenemos las dimensiones de la imagen de entrada
    H, W = I.shape

    # Calculamos las dimensiones de la imagen de salida
    H_out = H // N
    W_out = W // N

    # Creamos una matriz vacía para almacenar los resultados de la media en bloques
    resultado = np.zeros((H_out, W_out))

    # Iteramos a través de bloques disjuntos de tamaño NxN en la imagen de entrada
    for i in range(H_out):
        for j in range(W_out):
            # Extraemos el bloque de la imagen
            bloque = I[i * N:(i + 1) * N, j * N:(j + 1) * N]
            
            # Calculamos la media de los valores en el bloque y la almacenamos en resultado
            resultado[i, j] = np.max(bloque) - np.min(bloque)

    return resultado
In [ ]:
print("Varianza bloques: \n", media_bloques(img, 2))
print("Rango bloques: \n", varianza_bloques(img, 2))
Varianza bloques: 
 [[186.   194.   199.   ... 239.5  196.5  196.5 ]
 [192.25 209.75 211.5  ... 208.5  192.25 182.5 ]
 [210.25 210.   214.   ... 203.25 191.25 175.5 ]
 ...
 [110.5  122.25 117.25 ... 129.25 122.5  129.25]
 [121.5  125.5  124.   ... 101.75 112.25 120.5 ]
 [126.75 131.5  129.5  ... 119.5   96.   119.25]]
Rango bloques: 
 [[2.150000e+01 9.500000e+00 2.450000e+01 ... 3.082500e+02 9.225000e+01
  1.482500e+02]
 [2.346875e+02 4.218750e+01 1.625000e+01 ... 3.042500e+02 1.346875e+02
  5.025000e+01]
 [2.486875e+02 1.140000e+02 8.450000e+01 ... 6.918750e+01 1.086875e+02
  2.075000e+01]
 ...
 [3.725000e+01 3.618750e+01 6.518750e+01 ... 1.268750e+01 2.825000e+01
  1.875000e-01]
 [4.025000e+01 2.250000e+00 0.000000e+00 ... 3.441875e+02 3.268750e+01
  4.250000e+00]
 [1.818750e+01 4.250000e+00 6.750000e+00 ... 2.142500e+02 4.850000e+01
  1.818750e+01]]
In [ ]:
# Función para obtener la imagen y sus respectivos resultados
def process_image(image_path, N):
    # Cargar imagen
    imagen = load_imagen(image_path)
    if imagen is None:
        return

    # Aplicar media_bloques
    media_resultante = media_bloques(imagen, N)

    # Aplicar varianza_bloques
    varianza_resultante = varianza_bloques(imagen, N)

    # Aplique rango_bloques
    rango_resultante = rango_bloques(imagen, N)
# Ajustar el tamaño de las imágenes de salida para que coincidan con el tamaño de la imagen de entrada
    H, W = imagen.shape

    media_resultante = cv2.resize(media_resultante, (W, H), interpolation=cv2.INTER_NEAREST)
    varianza_resultante = cv2.resize(varianza_resultante, (W, H), interpolation=cv2.INTER_NEAREST)
    rango_resultante = cv2.resize(rango_resultante, (W, H), interpolation=cv2.INTER_NEAREST)

    print("Media en bloques:")
    print(media_resultante)
    print("\nVarianza en bloques:")
    print(varianza_resultante)
    print("\nRango en bloques:")
    print(rango_resultante)
In [ ]:
path1 = 'G:/.shortcut-targets-by-id/1Ow6KjVPo1myLESTKlM8Q0m1s8bsDHkGo/TratamientoDigitalImagenes_2022_2/texturas/'
path2 = 'C:/Users/claudio.pacheco/Documents/Repositorio/texturas/'
path = path1 if os.path.isdir(path1) else path2
files = os.listdir(path)
files = [f for f in files if f.endswith('.jpg') or f.endswith('.png') or f.endswith('.tiff')]
files
Out[ ]:
['1.4.05.tiff',
 '1.4.06.tiff',
 'texmos1.p512.tiff',
 'texmos2.p512.tiff',
 'texmos3.p512.tiff',
 'texmos3b.p512.tiff',
 'textures2.jpg',
 'textures3.png',
 'textures1.jpg']
In [ ]:
#Aplicar a todas las imagenes
for file in files:
    print("Procesando imagen:", file)
    process_image(file, 2)
    print("\n\n")
Procesando imagen: 1.4.05.tiff
No description has been provided for this image
Media en bloques:
[[ 0.    0.    0.   ...  0.    0.    0.  ]
 [ 0.    0.    0.   ...  0.    0.    0.  ]
 [ 0.    0.    0.   ...  0.    0.    0.  ]
 ...
 [36.   36.   33.25 ... 24.   19.75 19.75]
 [52.25 52.25 51.5  ... 19.25 17.75 17.75]
 [52.25 52.25 51.5  ... 19.25 17.75 17.75]]

Varianza en bloques:
[[  0.       0.       0.     ...   0.       0.       0.    ]
 [  0.       0.       0.     ...   0.       0.       0.    ]
 [  0.       0.       0.     ...   0.       0.       0.    ]
 ...
 [246.5    246.5    218.1875 ...   7.5      0.6875   0.6875]
 [163.1875 163.1875 150.25   ...   4.6875   1.1875   1.1875]
 [163.1875 163.1875 150.25   ...   4.6875   1.1875   1.1875]]

Rango en bloques:
[[ 0.  0.  0. ...  0.  0.  0.]
 [ 0.  0.  0. ...  0.  0.  0.]
 [ 0.  0.  0. ...  0.  0.  0.]
 ...
 [35. 35. 31. ...  7.  2.  2.]
 [27. 27. 28. ...  6.  3.  3.]
 [27. 27. 28. ...  6.  3.  3.]]



Procesando imagen: 1.4.06.tiff
No description has been provided for this image
Media en bloques:
[[ 0.    0.    0.   ...  0.    0.    0.  ]
 [ 0.    0.    0.   ...  0.    0.    0.  ]
 [ 0.    0.    0.   ...  0.    0.    0.  ]
 ...
 [81.5  81.5  79.   ... 65.   66.25 66.25]
 [66.25 66.25 58.5  ... 60.   59.75 59.75]
 [66.25 66.25 58.5  ... 60.   59.75 59.75]]

Varianza en bloques:
[[ 0.      0.      0.     ...  0.      0.      0.    ]
 [ 0.      0.      0.     ...  0.      0.      0.    ]
 [ 0.      0.      0.     ...  0.      0.      0.    ]
 ...
 [ 9.25    9.25   52.5    ...  1.5    28.6875 28.6875]
 [18.1875 18.1875 46.25   ... 10.5     8.6875  8.6875]
 [18.1875 18.1875 46.25   ... 10.5     8.6875  8.6875]]

Rango en bloques:
[[ 0.  0.  0. ...  0.  0.  0.]
 [ 0.  0.  0. ...  0.  0.  0.]
 [ 0.  0.  0. ...  0.  0.  0.]
 ...
 [ 7.  7. 18. ...  3. 13. 13.]
 [11. 11. 19. ...  9.  7.  7.]
 [11. 11. 19. ...  9.  7.  7.]]



Procesando imagen: texmos1.p512.tiff
No description has been provided for this image
Media en bloques:
[[ 26.    26.   166.25 ...  80.5  157.   157.  ]
 [ 26.    26.   166.25 ...  80.5  157.   157.  ]
 [ 88.25  88.25 239.5  ... 205.   171.25 171.25]
 ...
 [146.   146.    49.5  ...  99.25  45.    45.  ]
 [106.25 106.25  51.   ... 121.    26.25  26.25]
 [106.25 106.25  51.   ... 121.    26.25  26.25]]

Varianza en bloques:
[[  64.5      64.5    4931.1875 ... 1433.25    466.      466.    ]
 [  64.5      64.5    4931.1875 ... 1433.25    466.      466.    ]
 [2482.1875 2482.1875   73.25   ...  247.5     730.1875  730.1875]
 ...
 [4503.5    4503.5     305.25   ...  462.6875  558.      558.    ]
 [6411.6875 6411.6875 1028.5    ...   51.5     333.6875  333.6875]
 [6411.6875 6411.6875 1028.5    ...   51.5     333.6875  333.6875]]

Rango en bloques:
[[ 21.  21. 173. ... 102.  60.  60.]
 [ 21.  21. 173. ... 102.  60.  60.]
 [124. 124.  19. ...  44.  61.  61.]
 ...
 [172. 172.  49. ...  55.  66.  66.]
 [178. 178.  88. ...  20.  38.  38.]
 [178. 178.  88. ...  20.  38.  38.]]



Procesando imagen: texmos2.p512.tiff
No description has been provided for this image
Media en bloques:
[[ 26.    26.   166.25 ...  80.5  157.   157.  ]
 [ 26.    26.   166.25 ...  80.5  157.   157.  ]
 [ 88.25  88.25 239.5  ... 205.   171.25 171.25]
 ...
 [205.   205.   230.25 ... 137.75 115.   115.  ]
 [187.75 187.75 224.   ... 107.5  155.75 155.75]
 [187.75 187.75 224.   ... 107.5  155.75 155.75]]

Varianza en bloques:
[[  64.5      64.5    4931.1875 ... 1433.25    466.      466.    ]
 [  64.5      64.5    4931.1875 ... 1433.25    466.      466.    ]
 [2482.1875 2482.1875   73.25   ...  247.5     730.1875  730.1875]
 ...
 [ 560.5     560.5     750.1875 ...  339.1875   11.       11.    ]
 [2005.6875 2005.6875 1147.5    ...  496.75    477.6875  477.6875]
 [2005.6875 2005.6875 1147.5    ...  496.75    477.6875  477.6875]]

Rango en bloques:
[[ 21.  21. 173. ... 102.  60.  60.]
 [ 21.  21. 173. ... 102.  60.  60.]
 [124. 124.  19. ...  44.  61.  61.]
 ...
 [ 59.  59.  67. ...  45.   8.   8.]
 [ 92.  92.  84. ...  60.  59.  59.]
 [ 92.  92.  84. ...  60.  59.  59.]]



Procesando imagen: texmos3.p512.tiff
No description has been provided for this image
Media en bloques:
[[135.   135.   137.25 ... 227.   100.   100.  ]
 [135.   135.   137.25 ... 227.   100.   100.  ]
 [156.   156.   182.5  ... 240.5   98.25  98.25]
 ...
 [167.   167.   199.25 ... 216.   221.   221.  ]
 [  0.     0.     0.   ...   0.     0.     0.  ]
 [  0.     0.     0.   ...   0.     0.     0.  ]]

Varianza en bloques:
[[3185.     3185.     2429.1875 ...  432.5     130.      130.    ]
 [3185.     3185.     2429.1875 ...  432.5     130.      130.    ]
 [4920.     4920.     2035.25   ...  116.25     36.1875   36.1875]
 ...
 [1919.5    1919.5    1344.6875 ... 1320.5      20.5      20.5   ]
 [   0.        0.        0.     ...    0.        0.        0.    ]
 [   0.        0.        0.     ...    0.        0.        0.    ]]

Rango en bloques:
[[142. 142. 125. ...  51.  32.  32.]
 [142. 142. 125. ...  51.  32.  32.]
 [164. 164. 111. ...  27.  15.  15.]
 ...
 [ 97.  97.  84. ...  79.  11.  11.]
 [  0.   0.   0. ...   0.   0.   0.]
 [  0.   0.   0. ...   0.   0.   0.]]



Procesando imagen: texmos3b.p512.tiff
No description has been provided for this image
Media en bloques:
[[135.   135.   137.25 ... 227.   100.   100.  ]
 [135.   135.   137.25 ... 227.   100.   100.  ]
 [156.   156.   182.5  ... 240.5   98.25  98.25]
 ...
 [231.75 231.75 239.25 ... 210.5  218.5  218.5 ]
 [167.   167.   199.25 ... 216.   221.   221.  ]
 [167.   167.   199.25 ... 216.   221.   221.  ]]

Varianza en bloques:
[[3185.     3185.     2429.1875 ...  432.5     130.      130.    ]
 [3185.     3185.     2429.1875 ...  432.5     130.      130.    ]
 [4920.     4920.     2035.25   ...  116.25     36.1875   36.1875]
 ...
 [ 110.1875  110.1875   11.1875 ... 1364.75    234.25    234.25  ]
 [1919.5    1919.5    1344.6875 ... 1320.5      20.5      20.5   ]
 [1919.5    1919.5    1344.6875 ... 1320.5      20.5      20.5   ]]

Rango en bloques:
[[142. 142. 125. ...  51.  32.  32.]
 [142. 142. 125. ...  51.  32.  32.]
 [164. 164. 111. ...  27.  15.  15.]
 ...
 [ 25.  25.   9. ...  84.  36.  36.]
 [ 97.  97.  84. ...  79.  11.  11.]
 [ 97.  97.  84. ...  79.  11.  11.]]



Procesando imagen: textures2.jpg
No description has been provided for this image
Media en bloques:
[[186.   186.   194.   ... 196.5  196.5  196.5 ]
 [186.   186.   194.   ... 196.5  196.5  196.5 ]
 [192.25 192.25 209.75 ... 192.25 182.5  182.5 ]
 ...
 [121.5  121.5  125.5  ... 112.25 120.5  120.5 ]
 [126.75 126.75 131.5  ...  96.   119.25 119.25]
 [126.75 126.75 131.5  ...  96.   119.25 119.25]]

Varianza en bloques:
[[ 21.5     21.5      9.5    ...  92.25   148.25   148.25  ]
 [ 21.5     21.5      9.5    ...  92.25   148.25   148.25  ]
 [234.6875 234.6875  42.1875 ... 134.6875  50.25    50.25  ]
 ...
 [ 40.25    40.25     2.25   ...  32.6875   4.25     4.25  ]
 [ 18.1875  18.1875   4.25   ...  48.5     18.1875  18.1875]
 [ 18.1875  18.1875   4.25   ...  48.5     18.1875  18.1875]]

Rango en bloques:
[[13. 13.  7. ... 27. 28. 28.]
 [13. 13.  7. ... 27. 28. 28.]
 [38. 38. 18. ... 29. 17. 17.]
 ...
 [17. 17.  4. ... 14.  5.  5.]
 [12. 12.  5. ... 19.  9.  9.]
 [12. 12.  5. ... 19.  9.  9.]]



Procesando imagen: textures3.png
No description has been provided for this image
Media en bloques:
[[70.   70.   83.   ... 76.75 75.5  75.5 ]
 [70.   70.   83.   ... 76.75 75.5  75.5 ]
 [69.5  69.5  74.   ... 52.75 62.75 62.75]
 ...
 [30.   30.   35.25 ... 34.5  47.   47.  ]
 [23.25 23.25 25.   ... 47.   57.25 57.25]
 [23.25 23.25 25.   ... 47.   57.25 57.25]]

Varianza en bloques:
[[ 17.5     17.5     10.5    ...  94.6875  14.75    14.75  ]
 [ 17.5     17.5     10.5    ...  94.6875  14.75    14.75  ]
 [  1.25     1.25     3.5    ... 136.6875 164.6875 164.6875]
 ...
 [ 36.5     36.5      3.6875 ...  14.75     3.5      3.5   ]
 [  6.6875   6.6875   2.5    ...  29.      18.1875  18.1875]
 [  6.6875   6.6875   2.5    ...  29.      18.1875  18.1875]]

Rango en bloques:
[[11. 11.  9. ... 24. 10. 10.]
 [11. 11.  9. ... 24. 10. 10.]
 [ 3.  3.  5. ... 30. 32. 32.]
 ...
 [13. 13.  5. ... 10.  5.  5.]
 [ 7.  7.  4. ... 14. 12. 12.]
 [ 7.  7.  4. ... 14. 12. 12.]]



Procesando imagen: textures1.jpg
No description has been provided for this image
Media en bloques:
[[104.25 104.25  96.   ...  65.    88.    88.  ]
 [104.25 104.25  96.   ...  65.    88.    88.  ]
 [ 90.    90.   112.25 ...  86.75  82.25  82.25]
 ...
 [ 88.5   88.5   82.75 ...  21.5   60.    60.  ]
 [ 83.5   83.5   82.75 ...  63.    71.5   71.5 ]
 [ 83.5   83.5   82.75 ...  63.    71.5   71.5 ]]

Varianza en bloques:
[[ 13.6875  13.6875 102.     ... 160.      83.5     83.5   ]
 [ 13.6875  13.6875 102.     ... 160.      83.5     83.5   ]
 [ 66.5     66.5     27.1875 ...   1.6875   8.1875   8.1875]
 ...
 [  6.75     6.75     3.1875 ...  76.25    57.5     57.5   ]
 [ 12.25    12.25     3.6875 ... 126.5     22.75    22.75  ]
 [ 12.25    12.25     3.6875 ... 126.5     22.75    22.75  ]]

Rango en bloques:
[[10. 10. 28. ... 32. 25. 25.]
 [10. 10. 28. ... 32. 25. 25.]
 [19. 19. 14. ...  3.  8.  8.]
 ...
 [ 6.  6.  5. ... 24. 19. 19.]
 [ 9.  9.  5. ... 29. 12. 12.]
 [ 9.  9.  5. ... 29. 12. 12.]]



In [ ]:
#Aplicar método de Sobel
def contorno(image_path, N):
    # Cargo la imagen
    imagen = load_imagen(image_path)
    if imagen is None:
        return
    
    #Aplicar sobel
    sobelx = cv2.Sobel(imagen,cv2.CV_64F,1,0,ksize=5)
    sobely = cv2.Sobel(imagen,cv2.CV_64F,0,1,ksize=5)

    #Mostrar imagen
    figure, axes, = plt.subplots(1, 2, figsize=(10, 10))
    axes[0].imshow(sobelx, cmap='gray')
    axes[1].imshow(sobely, cmap='gray')
    plt.show()
    #Mostrar media, varianza y rango
    print("Media en bloques x:\n", media_bloques(sobelx, 2))
    print("Media en bloques y:\n", media_bloques(sobely, 2))
    print("Varianza en bloques x:\n", varianza_bloques(sobelx, 2))
    print("Varianza en bloques y:\n", varianza_bloques(sobely, 2))
    print("Rango en bloques x:\n", rango_bloques(sobelx, 2))
    print("Rango en bloques y:\n", rango_bloques(sobely, 2))
In [ ]:
for file in files:
    print("Procesando imagen:", file)
    contorno(file, 2)
    print("\n\n")
Procesando imagen: 1.4.05.tiff
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
 [[   0.      0.      0.   ...    0.      0.      0.  ]
 [   0.      0.      0.   ...    0.      0.      0.  ]
 [   0.      0.      0.   ...    0.      0.      0.  ]
 ...
 [ -43.    -68.     62.25 ... -562.   -661.    -37.75]
 [ -41.   -108.75   56.   ... -308.75 -542.25  -67.5 ]
 [ -15.75  -42.25  135.75 ...  -79.75 -260.75  -44.75]]
Media en bloques y:
 [[   0.      0.      0.   ...    0.      0.      0.  ]
 [   0.      0.      0.   ...    0.      0.      0.  ]
 [   0.      0.      0.   ...    0.      0.      0.  ]
 ...
 [ 231.    174.    124.25 ... -158.5   -31.    -83.25]
 [1366.5  1394.25 1445.   ... -634.75 -238.75 -149.5 ]
 [ 374.75  405.25  477.75 ... -291.25 -146.75  -52.75]]
Varianza en bloques x:
 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 ...
 [1.89900000e+03 1.22500000e+03 3.36875000e+01 ... 1.93153500e+05
  8.94035000e+04 1.75018750e+03]
 [1.74150000e+03 2.00868750e+03 9.82500000e+02 ... 7.19721875e+04
  2.49886875e+04 4.56075000e+03]
 [2.76187500e+02 4.72718750e+03 7.28618750e+03 ... 1.25491875e+04
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Varianza en bloques y:
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  0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 ...
 [7.95650000e+04 8.28190000e+04 7.99556875e+04 ... 9.11925000e+03
  2.21500000e+02 7.53687500e+02]
 [4.32500000e+01 1.82918750e+03 8.70750000e+03 ... 1.87371875e+04
  9.69818750e+03 3.27500000e+01]
 [1.40465688e+05 1.64480688e+05 2.28986188e+05 ... 8.54566875e+04
  2.53636875e+04 2.82768750e+03]]
Rango en bloques x:
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 [  0.   0.   0. ...   0.   0.   0.]
 [  0.   0.   0. ...   0.   0.   0.]
 ...
 [ 96.  98.  15. ... 942. 653. 101.]
 [ 93. 105.  83. ... 674. 404. 138.]
 [ 39. 158. 204. ... 255. 169.  99.]]
Rango en bloques y:
 [[  0.   0.   0. ...   0.   0.   0.]
 [  0.   0.   0. ...   0.   0.   0.]
 [  0.   0.   0. ...   0.   0.   0.]
 ...
 [574. 616. 570. ... 229.  40.  74.]
 [ 17. 107. 207. ... 386. 269.  14.]
 [757. 833. 994. ... 618. 381. 115.]]



Procesando imagen: 1.4.06.tiff
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [   0.      0.      0.   ...    0.      0.      0.  ]
 [   0.      0.      0.   ...    0.      0.      0.  ]
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 [-805.5  -943.    556.25 ...  721.25   73.    -49.5 ]
 [-177.5  -484.    340.5  ...  741.25  229.75   11.75]
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Media en bloques y:
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 [   0.      0.      0.   ...    0.      0.      0.  ]
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 [-984.5  -538.5  -461.5  ... -461.75 -388.75 -320.25]
 [-454.75 -471.5  -280.75 ...  -66.75 -152.   -158.25]]
Varianza en bloques x:
 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
  0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00
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 [6.97502250e+05 4.84342500e+05 5.78718750e+03 ... 1.83881875e+04
  1.42235000e+04 4.07475000e+03]
 [5.01307500e+04 3.84535000e+04 8.93625000e+03 ... 1.17821875e+04
  1.35876875e+04 2.04187500e+02]
 [1.40626875e+04 2.96187500e+04 9.07868750e+03 ... 5.20968750e+03
  1.63932500e+04 2.79187500e+02]]
Varianza en bloques y:
 [[     0.          0.          0.     ...      0.          0.
       0.    ]
 [     0.          0.          0.     ...      0.          0.
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 [     0.          0.          0.     ...      0.          0.
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 [101790.5     52176.5    233160.6875 ...   5013.6875   1236.5
    1924.75  ]
 [ 14580.75    98492.25    13295.25   ...  11195.6875   2696.1875
    1379.1875]
 [207577.6875 224424.75    83006.6875 ...   7305.6875  23104.5
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Rango en bloques x:
 [[   0.    0.    0. ...    0.    0.    0.]
 [   0.    0.    0. ...    0.    0.    0.]
 [   0.    0.    0. ...    0.    0.    0.]
 ...
 [1923. 1716.  211. ...  318.  275.  156.]
 [ 548.  501.  244. ...  269.  309.   35.]
 [ 270.  400.  257. ...  198.  262.   38.]]
Rango en bloques y:
 [[   0.    0.    0. ...    0.    0.    0.]
 [   0.    0.    0. ...    0.    0.    0.]
 [   0.    0.    0. ...    0.    0.    0.]
 ...
 [ 859.  616. 1141. ...  184.   89.  122.]
 [ 336.  705.  291. ...  259.  118.   88.]
 [ 949. 1008.  653. ...  209.  305.  322.]]



Procesando imagen: texmos1.p512.tiff
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [ 3244.    4605.   -3881.25 ...  -379.75   860.25   -98.25]
 [ 1081.5    -79.75 -4874.   ...  -908.     -12.25    69.75]
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 [-2850.75  1476.25  3969.5  ...  1492.75 -1426.5   -212.25]
 [-2659.5    245.75  5625.75 ...  1711.5  -1947.75 -1310.25]
 [-2247.5   1085.25  3734.5  ...  2036.75  -832.   -2296.75]]
Media en bloques y:
 [[ 1188.5   2123.5   3173.75 ...  1496.    2305.5    932.5 ]
 [ 5320.5   2244.    1167.25 ...  -644.75  -826.75 -1945.75]
 [ 4069.5   -207.75 -3880.   ... -1165.5   -932.75  -870.25]
 ...
 [-1371.25 -1637.75  -488.   ... -2176.75 -3145.5  -4474.25]
 [  106.5    -29.75 -1131.75 ... -2279.5  -1201.75 -2314.25]
 [-1232.5   -315.25  -253.5  ...  -802.75  -139.    -112.75]]
Varianza en bloques x:
 [[1.53265828e+07 8.96867875e+06 1.33793469e+06 ... 2.27793250e+05
  1.29935450e+06 1.27637275e+06]
 [1.10612205e+07 6.35545050e+06 1.69994969e+06 ... 3.38656688e+05
  2.27550688e+05 1.79091875e+04]
 [1.58825475e+06 4.83775269e+06 3.22706000e+05 ... 8.78895000e+04
  1.77140688e+05 1.29931875e+04]
 ...
 [8.12681169e+06 6.18711119e+06 6.62564250e+05 ... 4.41656875e+04
  4.51534750e+05 1.02003188e+05]
 [7.08756075e+06 5.63498419e+06 8.63006875e+04 ... 1.29796250e+05
  1.26316269e+06 1.99913119e+06]
 [5.06091675e+06 4.22405369e+06 9.06987500e+04 ... 1.00119688e+05
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Varianza en bloques y:
 [[1.42363275e+06 4.75076475e+06 1.01256642e+07 ... 2.50812850e+06
  5.36276225e+06 1.00423675e+06]
 [4.71907250e+05 1.77072650e+06 7.73438369e+06 ... 4.25434719e+06
  1.17473842e+07 4.93693119e+06]
 [5.41484750e+05 2.06330769e+06 1.09446000e+05 ... 1.27635725e+06
  1.03591832e+07 9.11674519e+06]
 ...
 [4.17968750e+03 8.42161875e+04 6.68323500e+05 ... 3.68591688e+05
  5.41932750e+05 1.49492188e+05]
 [2.00648750e+05 2.56242188e+05 2.82871688e+05 ... 6.88692500e+04
  6.56896688e+05 1.14168819e+06]
 [1.52871675e+06 3.14222688e+05 2.40086750e+05 ... 6.44758688e+05
  9.77290000e+04 2.49586875e+04]]
Rango en bloques x:
 [[7976. 6644. 2614. ... 1313. 2758. 2656.]
 [7525. 6074. 2716. ... 1503. 1171.  325.]
 [3078. 6199. 1430. ...  837. 1090.  267.]
 ...
 [5710. 5248. 1983. ...  512. 1890.  762.]
 [5490. 5177.  745. ...  892. 2809. 3372.]
 [4634. 4712.  698. ...  808. 4882. 4750.]]
Rango en bloques y:
 [[2526. 4942. 6673. ... 3727. 4919. 2384.]
 [1891. 3340. 6086. ... 4943. 7713. 4931.]
 [2060. 3165.  892. ... 3009. 7036. 6357.]
 ...
 [ 163.  717. 1932. ... 1433. 2028. 1033.]
 [1048. 1280. 1458. ...  706. 1917. 2752.]
 [2604. 1311. 1186. ... 1632.  792.  382.]]



Procesando imagen: texmos2.p512.tiff
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [ 3244.    4605.   -3881.25 ...  -379.75   860.25   -98.25]
 [ 1081.5    -79.75 -4874.   ...  -908.     -12.25    69.75]
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 [  296.25   971.   -6859.25 ...  1708.5    121.    -125.5 ]
 [  389.75  2620.   -5725.75 ...  4118.75  1370.75   930.5 ]]
Media en bloques y:
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 [ 5320.5   2244.    1167.25 ...  -644.75  -826.75 -1945.75]
 [ 4069.5   -207.75 -3880.   ... -1165.5   -932.75  -870.25]
 ...
 [ -281.     262.25 -1371.75 ... -3742.25 -1945.5  -2962.5 ]
 [ -454.25   462.5   1565.25 ... -3609.5  -1108.5     77.5 ]
 [ -477.75  -148.    1179.75 ... -1037.75  -223.75   713.5 ]]
Varianza en bloques x:
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  1.29935450e+06 1.27637275e+06]
 [1.10612205e+07 6.35545050e+06 1.69994969e+06 ... 3.38656688e+05
  2.27550688e+05 1.79091875e+04]
 [1.58825475e+06 4.83775269e+06 3.22706000e+05 ... 8.78895000e+04
  1.77140688e+05 1.29931875e+04]
 ...
 [1.64642500e+04 2.00630619e+06 1.16065669e+06 ... 5.77329688e+05
  1.23271650e+06 5.66568750e+05]
 [9.95451875e+04 2.65563650e+06 8.81566875e+04 ... 2.00190025e+06
  8.06185000e+04 1.07770750e+05]
 [1.52766188e+05 1.11318200e+06 9.39083188e+05 ... 8.88384688e+05
  1.04214688e+05 9.09934750e+05]]
Varianza en bloques y:
 [[ 1423632.75    4750764.75   10125664.1875 ...  2508128.5
   5362762.25    1004236.75  ]
 [  471907.25    1770726.5     7734383.6875 ...  4254347.1875
  11747384.1875  4936931.1875]
 [  541484.75    2063307.6875   109446.     ...  1276357.25
  10359183.1875  9116745.1875]
 ...
 [  121783.5      116550.6875  1151888.6875 ...   489858.1875
   1130713.25     911298.75  ]
 [  143351.1875   189027.25     862995.6875 ...  1322073.25
    124156.25     425284.75  ]
 [  229106.1875   156066.      1514570.1875 ...  1128928.1875
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Rango en bloques x:
 [[7976. 6644. 2614. ... 1313. 2758. 2656.]
 [7525. 6074. 2716. ... 1503. 1171.  325.]
 [3078. 6199. 1430. ...  837. 1090.  267.]
 ...
 [ 299. 3137. 2952. ... 1988. 2793. 1790.]
 [ 746. 3913.  829. ... 3944.  735.  858.]
 [ 821. 2548. 2331. ... 2171.  904. 2158.]]
Rango en bloques y:
 [[2526. 4942. 6673. ... 3727. 4919. 2384.]
 [1891. 3340. 6086. ... 4943. 7713. 4931.]
 [2060. 3165.  892. ... 3009. 7036. 6357.]
 ...
 [ 756.  924. 2932. ... 1722. 2633. 2532.]
 [ 895. 1113. 2353. ... 2718.  983. 1606.]
 [ 997. 1036. 2855. ... 2398.  894. 1724.]]



Procesando imagen: texmos3.p512.tiff
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [ 1317.75 -6983.25  -654.75 ...  6812.25 -5401.75 -3170.  ]
 [ 1286.75 -7288.    -259.75 ...  6809.5  -5131.5  -2962.75]
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 [  336.5   -394.5  -4146.25 ... -1252.75  5968.25  -127.75]
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Media en bloques y:
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 [ 1.60425e+03  2.14575e+03  5.84250e+02 ...  1.67250e+02  3.36250e+02
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 [ 7.74250e+02 -1.32000e+02  1.29725e+03 ... -4.15000e+01  1.26500e+02
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 [-1.84450e+03 -1.13175e+03 -2.38725e+03 ... -1.06000e+02  5.19000e+02
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 [-7.56400e+03 -8.62450e+03 -7.93475e+03 ... -3.06925e+03 -5.60175e+03
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 [-3.99725e+03 -3.94875e+03 -2.55950e+03 ... -2.41950e+03 -4.38225e+03
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Varianza en bloques x:
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  2.88503719e+06 8.78025100e+06]
 [1.77197619e+06 8.31793069e+06 2.17885462e+07 ... 1.48063332e+07
  3.85513819e+06 1.00543080e+07]
 [1.71610369e+06 9.85989100e+06 2.88176642e+07 ... 1.44400612e+07
  3.59649075e+06 8.82066569e+06]
 ...
 [9.54107500e+04 3.57549688e+05 3.84622569e+06 ... 3.74974002e+07
  7.23804500e+06 3.91368750e+03]
 [1.43984250e+05 1.57044075e+06 9.61229188e+05 ... 2.70597947e+07
  6.36772419e+06 1.63201875e+04]
 [1.25868750e+03 1.83097188e+05 3.40652750e+05 ... 2.35228475e+06
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Varianza en bloques y:
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  1.14106875e+04 9.31000000e+02]
 [3.19171875e+04 6.45651875e+04 3.01428688e+05 ... 8.76687500e+02
  9.11318750e+03 1.00800000e+04]
 [1.39982188e+05 5.48915000e+05 5.26675688e+05 ... 3.31025000e+03
  2.07387500e+04 5.93796875e+04]
 ...
 [1.29026075e+06 1.19166519e+06 1.17834569e+06 ... 9.57115000e+04
  6.80800000e+03 6.18968750e+03]
 [2.82553850e+06 3.58665075e+06 1.29541269e+06 ... 2.83608669e+06
  1.01484482e+07 1.38037717e+07]
 [1.59787487e+07 1.56292117e+07 6.90805275e+06 ... 5.89690475e+06
  2.01625352e+07 2.95616910e+07]]
Rango en bloques x:
 [[ 1815.  4277.  8925. ...  7925.  3459.  5968.]
 [ 2902.  6321. 10140. ...  7754.  4056.  6444.]
 [ 2921.  6768. 11925. ...  7614.  4048.  6218.]
 ...
 [  740.  1618.  4486. ... 12551.  5546.   175.]
 [  921.  3042.  2667. ... 11816.  6465.   256.]
 [   84.  1071.  1620. ...  4006.  2674.   128.]]
Rango en bloques y:
 [[ 1631.  1774.  1132. ...   115.   219.    84.]
 [  489.   635.  1352. ...    74.   226.   256.]
 [  984.  1604.  1779. ...   128.   356.   680.]
 ...
 [ 2570.  2234.  2696. ...   815.   220.   218.]
 [ 3599.  4350.  3099. ...  3715.  7835.  7483.]
 [ 8033.  8168.  5964. ...  5132. 10149. 10912.]]



Procesando imagen: texmos3b.p512.tiff
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [ 1317.75 -6983.25  -654.75 ...  6812.25 -5401.75 -3170.  ]
 [ 1286.75 -7288.    -259.75 ...  6809.5  -5131.5  -2962.75]
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 [ -417.     760.5  -2333.   ... -2658.75  6711.75   131.  ]
 [  209.5    374.75 -5090.75 ... -1741.5   7132.      -9.25]
 [  546.    -115.25 -5297.75 ... -1560.    7358.75  -158.75]]
Media en bloques y:
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 [ 1604.25  2145.75   584.25 ...   167.25   336.25   154.  ]
 [  774.25  -132.    1297.25 ...   -41.5    126.5    924.75]
 ...
 [ 1680.    2213.5   -373.   ... -1444.25  -332.25  -205.  ]
 [-1844.5  -1131.75 -2387.25 ...  -106.     519.     450.75]
 [-1558.   -1698.75 -2246.25 ...    97.     146.25   127.25]]
Varianza en bloques x:
 [[7.39171688e+05 4.16758119e+06 1.75483215e+07 ... 1.55988295e+07
  2.88503719e+06 8.78025100e+06]
 [1.77197619e+06 8.31793069e+06 2.17885462e+07 ... 1.48063332e+07
  3.85513819e+06 1.00543080e+07]
 [1.71610369e+06 9.85989100e+06 2.88176642e+07 ... 1.44400612e+07
  3.59649075e+06 8.82066569e+06]
 ...
 [2.53889000e+05 2.60682250e+05 5.06786850e+06 ... 3.08034487e+07
  4.93468119e+06 1.83130000e+04]
 [9.54107500e+04 3.57549688e+05 3.84622569e+06 ... 3.74974002e+07
  7.23804500e+06 3.91368750e+03]
 [2.98166000e+05 2.38726869e+06 1.65297188e+05 ... 3.98923140e+07
  8.16456069e+06 2.59426875e+04]]
Varianza en bloques y:
 [[5.89993688e+05 6.38490188e+05 1.62530250e+05 ... 2.31825000e+03
  1.14106875e+04 9.31000000e+02]
 [3.19171875e+04 6.45651875e+04 3.01428688e+05 ... 8.76687500e+02
  9.11318750e+03 1.00800000e+04]
 [1.39982188e+05 5.48915000e+05 5.26675688e+05 ... 3.31025000e+03
  2.07387500e+04 5.93796875e+04]
 ...
 [4.73940000e+05 1.17671525e+06 1.56455250e+06 ... 6.87951875e+04
  5.18551875e+04 6.93000000e+02]
 [1.29026075e+06 1.19166519e+06 1.17834569e+06 ... 9.57115000e+04
  6.80800000e+03 6.18968750e+03]
 [2.42741400e+06 2.92593769e+06 5.06247519e+06 ... 9.74700000e+03
  2.25651875e+04 1.69336875e+04]]
Rango en bloques x:
 [[ 1815.  4277.  8925. ...  7925.  3459.  5968.]
 [ 2902.  6321. 10140. ...  7754.  4056.  6444.]
 [ 2921.  6768. 11925. ...  7614.  4048.  6218.]
 ...
 [ 1234.  1337.  6096. ... 11542.  4750.   310.]
 [  740.  1618.  4486. ... 12551.  5546.   175.]
 [ 1102.  3350.  1107. ... 12666.  5763.   356.]]
Rango en bloques y:
 [[1631. 1774. 1132. ...  115.  219.   84.]
 [ 489.  635. 1352. ...   74.  226.  256.]
 [ 984. 1604. 1779. ...  128.  356.  680.]
 ...
 [1704. 2474. 3336. ...  682.  629.   66.]
 [2570. 2234. 2696. ...  815.  220.  218.]
 [3126. 3681. 4676. ...  220.  341.  293.]]



Procesando imagen: textures2.jpg
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [  365.5    408.75   365.25 ... -2255.25  -968.25  -135.25]
 [   13.     578.25     5.   ... -1606.    -837.25  -324.25]
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 [  276.      28.75    -9.5  ...  -669.75   198.25   159.25]
 [  173.25    33.5    -34.25 ... -1370.25   651.75   281.5 ]
 [  121.     -13.5    -75.   ... -1800.     530.25   495.5 ]]
Media en bloques y:
 [[ 206.    370.25  275.75 ... -505.75 -323.75 -226.75]
 [ 789.5   496.75  456.25 ... -708.75 -117.25 -658.75]
 [-247.   -178.25  -94.   ... -537.5   111.25  500.75]
 ...
 [1355.5  1496.25 1645.   ... -375.25 -606.75 -468.75]
 [ 517.25  293.5   243.25 ... -720.25 -895.25 -481.5 ]
 [  95.    126.5   126.   ...  293.    -93.75  -87.5 ]]
Varianza en bloques x:
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  4.32230688e+05 2.22951875e+04]
 [1.42170750e+05 3.16131875e+04 9.76068750e+03 ... 1.46158688e+05
  6.00061875e+04 4.39436875e+04]
 [3.69700000e+03 2.51516875e+04 9.83120000e+04 ... 3.33805500e+05
  3.84831875e+04 1.06413188e+05]
 ...
 [7.63965000e+04 5.38551875e+04 1.40772500e+04 ... 7.89021875e+04
  1.54996875e+04 2.59216875e+04]
 [3.31756875e+04 1.58687500e+04 7.90687500e+02 ... 2.96903188e+05
  4.44231875e+04 8.49667500e+04]
 [1.46910000e+04 5.77675000e+03 2.93000000e+02 ... 4.23140000e+04
  3.33970188e+05 2.47144750e+05]]
Varianza en bloques y:
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  1.20924188e+05 5.18806875e+04]
 [1.10527500e+04 6.50511875e+04 2.31421875e+04 ... 7.86736875e+04
  2.15466875e+04 1.83066875e+04]
 [1.52449000e+05 2.66346875e+04 4.17650000e+04 ... 6.37792500e+04
  4.61461875e+04 1.35340688e+05]
 ...
 [2.22975250e+05 4.28522688e+05 4.65156500e+05 ... 1.97394688e+05
  5.17361875e+04 1.26768750e+03]
 [5.92268750e+03 1.17075000e+03 4.52187500e+02 ... 2.28275188e+05
  3.43626875e+04 7.74675000e+03]
 [9.07500000e+03 1.60427500e+04 1.58760000e+04 ... 8.74170000e+04
  2.07241875e+04 9.28075000e+03]]
Rango en bloques x:
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 [ 862.  413.  203. ...  969.  691.  497.]
 [ 168.  398.  772. ... 1469.  551.  699.]
 ...
 [ 573.  559.  298. ...  769.  297.  352.]
 [ 426.  306.   74. ... 1388.  559.  670.]
 [ 252.  166.   38. ...  556. 1290. 1048.]]
Rango en bloques y:
 [[ 496.  754.  645. ... 1139.  827.  484.]
 [ 268.  573.  335. ...  756.  385.  373.]
 [ 902.  439.  466. ...  689.  558.  783.]
 ...
 [1006. 1411. 1373. ... 1128.  599.   96.]
 [ 209.   80.   56. ... 1246.  451.  240.]
 [ 200.  262.  252. ...  642.  342.  232.]]



Procesando imagen: textures3.png
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [ 133.75  429.    155.   ...  251.5   901.75   60.5 ]
 [  88.75  158.5   133.25 ... -471.5   -61.25  -51.25]
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 [ 134.75  197.75   72.25 ...  254.5   809.75  285.  ]
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Media en bloques y:
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 [  151.75  -105.5   -279.5  ...  -267.   -1325.25 -1887.  ]
 [  176.75   122.     -20.25 ...   -40.5   -592.75  -804.25]
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 [  -24.5    203.     250.75 ...    28.25  -387.5   -328.25]
 [ -116.75  -192.25  -150.75 ...   504.     367.75   274.5 ]
 [ -210.25  -243.75  -185.75 ...   200.     301.75   264.25]]
Varianza en bloques x:
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  1.52572250e+05 1.71618750e+03]
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  9.12091875e+04 5.34225000e+03]
 [7.88668750e+03 1.12425000e+03 4.72718750e+03 ... 2.49987500e+04
  1.86181875e+04 2.62768750e+03]
 ...
 [7.18675000e+03 1.72925000e+03 5.08868750e+03 ... 9.86421875e+04
  1.76587500e+04 4.91916875e+04]
 [1.84826875e+04 7.64187500e+02 5.64018750e+03 ... 3.58942500e+04
  3.79718750e+03 8.12295000e+04]
 [4.33818750e+03 1.40818750e+03 2.34818750e+03 ... 2.28762500e+04
  1.79687500e+02 7.30711875e+04]]
Varianza en bloques y:
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   55651.1875]
 [ 23142.1875  36880.25     8486.25   ...  61540.5     80197.6875
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 [ 18029.6875  10229.5      1780.6875 ...  25144.75   154804.1875
  384035.1875]
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 [ 24812.75    13980.5      2571.6875 ...  33420.1875  15498.75
    6221.1875]
 [ 43733.6875  60849.1875  32079.6875 ...   5243.5     44081.1875
   38052.25  ]
 [ 44415.1875  59424.1875  35881.1875 ...  45940.5     91144.1875
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Rango en bloques x:
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 [ 324.  223.  467. ... 1051.  785.  179.]
 [ 182.   87.  176. ...  436.  351.  104.]
 ...
 [ 200.  111.  149. ...  820.  332.  500.]
 [ 295.   68.  196. ...  415.  166.  573.]
 [ 149.   88.  133. ...  391.   36.  549.]]
Rango en bloques y:
 [[ 243.  367.  262. ...  726.  923.  523.]
 [ 354.  509.  192. ...  699.  713.  657.]
 [ 273.  247.  112. ...  432.  965. 1286.]
 ...
 [ 394.  289.  119. ...  516.  324.  209.]
 [ 445.  517.  408. ...  204.  512.  400.]
 [ 441.  492.  424. ...  509.  617.  537.]]



Procesando imagen: textures1.jpg
No description has been provided for this image
No description has been provided for this image
Media en bloques x:
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 [  394.     889.5    116.75 ...   477.75   134.75    13.75]
 [  489.5    880.75   327.   ...   314.     151.     -83.5 ]
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 [   52.      10.     239.5  ... -1698.25   351.     698.75]
 [  -65.75  -151.    -165.   ... -1785.     831.     810.5 ]
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Media en bloques y:
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 [  74.5  -477.75 -883.   ... -107.5     3.    -21.5 ]
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 [ 342.    321.5   102.5  ... -541.75  357.   1601.25]
 [ 400.25  249.     94.   ... 1098.5  1109.5   482.  ]
 [-119.75  -59.25  -92.   ...  535.25  866.5   505.  ]]
Varianza en bloques x:
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 [1.75638000e+05 9.37562500e+04 2.52571875e+04 ... 6.71186875e+04
  4.78718750e+03 7.57018750e+03]
 [2.42422750e+05 1.08903688e+05 9.88950000e+03 ... 3.57250000e+03
  1.08215000e+04 7.15275000e+03]
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 [2.71200000e+03 4.00500000e+02 1.31602500e+04 ... 1.24620188e+05
  9.41085000e+05 5.36767688e+05]
 [5.45118750e+03 4.64750000e+03 2.43965000e+04 ... 6.62350000e+03
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 [1.99118750e+03 3.32687500e+02 8.04025000e+03 ... 3.94821875e+04
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Varianza en bloques y:
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   14318.1875]
 [ 12642.     245194.25   361471.1875 ... 424898.6875 155880.6875
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 [ 81850.75    78603.1875  15199.5    ...  38763.25    20230.5
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 [ 79513.1875  22501.5      9826.5    ... 126552.25   300827.25
   62924.5   ]
 [ 14868.1875   3525.6875   8524.5    ... 343445.6875 753710.25
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Rango en bloques x:
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 [ 990.  836.  384. ...  692.  186.  243.]
 [1054.  932.  273. ...  167.  235.  186.]
 ...
 [ 108.   51.  285. ...  900. 2532. 1709.]
 [ 179.  186.  400. ...  202. 1875. 1837.]
 [ 109.   45.  216. ...  547.  888.  798.]]
Rango en bloques y:
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 [ 282. 1324. 1274. ... 1542.  947.  211.]
 [ 642.  777.  332. ...  459.  321.  242.]
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 [ 736.  272.  292. ...  593. 1090. 1299.]
 [ 612.  360.  254. ...  935. 1283.  655.]
 [ 272.  124.  195. ... 1408. 1809. 1150.]]